{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Heatmap"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Utility function for creating a heatmap via matplotlib"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> `from mlxtend.plotting import plot_confusion_matrix`"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Overview"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "A simple function that creates nice-looking heatmaps from NumPy arrays using matplotlib and the Viridis color palette by default."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### References\n",
    "\n",
    "- -"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Example 1 -- Simple heatmap"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "np.random.seed(123)\n",
    "some_array = np.random.random((20, 30))\n",
    "heatmap(some_array, figsize=(20, 10))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Example 2 -- Covariance matrix as heatmap"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>CRIM</th>\n",
       "      <th>ZN</th>\n",
       "      <th>INDUS</th>\n",
       "      <th>CHAS</th>\n",
       "      <th>NOX</th>\n",
       "      <th>RM</th>\n",
       "      <th>AGE</th>\n",
       "      <th>DIS</th>\n",
       "      <th>RAD</th>\n",
       "      <th>TAX</th>\n",
       "      <th>PTRATIO</th>\n",
       "      <th>B</th>\n",
       "      <th>LSTAT</th>\n",
       "      <th>MEDV</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.00632</td>\n",
       "      <td>18.0</td>\n",
       "      <td>2.31</td>\n",
       "      <td>0</td>\n",
       "      <td>0.538</td>\n",
       "      <td>6.575</td>\n",
       "      <td>65.2</td>\n",
       "      <td>4.0900</td>\n",
       "      <td>1</td>\n",
       "      <td>296.0</td>\n",
       "      <td>15.3</td>\n",
       "      <td>396.90</td>\n",
       "      <td>4.98</td>\n",
       "      <td>24.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.02731</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.07</td>\n",
       "      <td>0</td>\n",
       "      <td>0.469</td>\n",
       "      <td>6.421</td>\n",
       "      <td>78.9</td>\n",
       "      <td>4.9671</td>\n",
       "      <td>2</td>\n",
       "      <td>242.0</td>\n",
       "      <td>17.8</td>\n",
       "      <td>396.90</td>\n",
       "      <td>9.14</td>\n",
       "      <td>21.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.02729</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.07</td>\n",
       "      <td>0</td>\n",
       "      <td>0.469</td>\n",
       "      <td>7.185</td>\n",
       "      <td>61.1</td>\n",
       "      <td>4.9671</td>\n",
       "      <td>2</td>\n",
       "      <td>242.0</td>\n",
       "      <td>17.8</td>\n",
       "      <td>392.83</td>\n",
       "      <td>4.03</td>\n",
       "      <td>34.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.03237</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.18</td>\n",
       "      <td>0</td>\n",
       "      <td>0.458</td>\n",
       "      <td>6.998</td>\n",
       "      <td>45.8</td>\n",
       "      <td>6.0622</td>\n",
       "      <td>3</td>\n",
       "      <td>222.0</td>\n",
       "      <td>18.7</td>\n",
       "      <td>394.63</td>\n",
       "      <td>2.94</td>\n",
       "      <td>33.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.06905</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.18</td>\n",
       "      <td>0</td>\n",
       "      <td>0.458</td>\n",
       "      <td>7.147</td>\n",
       "      <td>54.2</td>\n",
       "      <td>6.0622</td>\n",
       "      <td>3</td>\n",
       "      <td>222.0</td>\n",
       "      <td>18.7</td>\n",
       "      <td>396.90</td>\n",
       "      <td>5.33</td>\n",
       "      <td>36.2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      CRIM    ZN  INDUS  CHAS    NOX     RM   AGE     DIS  RAD    TAX  \\\n",
       "0  0.00632  18.0   2.31     0  0.538  6.575  65.2  4.0900    1  296.0   \n",
       "1  0.02731   0.0   7.07     0  0.469  6.421  78.9  4.9671    2  242.0   \n",
       "2  0.02729   0.0   7.07     0  0.469  7.185  61.1  4.9671    2  242.0   \n",
       "3  0.03237   0.0   2.18     0  0.458  6.998  45.8  6.0622    3  222.0   \n",
       "4  0.06905   0.0   2.18     0  0.458  7.147  54.2  6.0622    3  222.0   \n",
       "\n",
       "   PTRATIO       B  LSTAT  MEDV  \n",
       "0     15.3  396.90   4.98  24.0  \n",
       "1     17.8  396.90   9.14  21.6  \n",
       "2     17.8  392.83   4.03  34.7  \n",
       "3     18.7  394.63   2.94  33.4  \n",
       "4     18.7  396.90   5.33  36.2  "
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from mlxtend.plotting import heatmap\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "\n",
    "df = pd.read_csv('https://raw.githubusercontent.com/rasbt/'\n",
    "                 'python-machine-learning-book-2nd-edition'\n",
    "                 '/master/code/ch10/housing.data.txt',\n",
    "                 header=None,\n",
    "                 sep='\\s+')\n",
    "\n",
    "df.columns = ['CRIM', 'ZN', 'INDUS', 'CHAS', \n",
    "              'NOX', 'RM', 'AGE', 'DIS', 'RAD', \n",
    "              'TAX', 'PTRATIO', 'B', 'LSTAT', 'MEDV']\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "cols = ['LSTAT', 'INDUS', 'NOX', 'RM', 'MEDV']\n",
    "\n",
    "cm = np.corrcoef(df[cols].values.T)\n",
    "hm = heatmap(cm, column_names=cols, row_names=cols)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## API"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "## heatmap\n",
      "\n",
      "*heatmap(matrix, hide_spines=False, hide_ticks=False, figsize=None, cmap=None, colorbar=True, row_names=None, column_names=None, column_name_rotation=45, cell_fmt='.2f', cell_font_size=None)*\n",
      "\n",
      "Plot a heatmap via matplotlib.\n",
      "\n",
      "**Parameters**\n",
      "\n",
      "- `conf_mat` : array-like, shape = [n_rows, n_columns]\n",
      "\n",
      "    And arbitrary 2D array.\n",
      "\n",
      "\n",
      "- `hide_spines` : bool (default: False)\n",
      "\n",
      "    Hides axis spines if True.\n",
      "\n",
      "\n",
      "- `hide_ticks` : bool (default: False)\n",
      "\n",
      "    Hides axis ticks if True\n",
      "\n",
      "\n",
      "- `figsize` : tuple (default: (2.5, 2.5))\n",
      "\n",
      "    Height and width of the figure\n",
      "\n",
      "\n",
      "- `cmap` : matplotlib colormap (default: `None`)\n",
      "\n",
      "    Uses matplotlib.pyplot.cm.viridis if `None`\n",
      "\n",
      "\n",
      "- `colorbar` : bool (default: True)\n",
      "\n",
      "    Shows a colorbar if True\n",
      "\n",
      "\n",
      "- `row_names` : array-like, shape = [n_rows] (default: None)\n",
      "\n",
      "    List of row names to be used as y-axis tick labels.\n",
      "\n",
      "\n",
      "- `column_names` : array-like, shape = [n_columns] (default: None)\n",
      "\n",
      "    List of column names to be used as x-axis tick labels.\n",
      "\n",
      "\n",
      "- `column_name_rotation` : int (default: 45)\n",
      "\n",
      "    Number of degrees for rotating column x-tick labels.\n",
      "\n",
      "\n",
      "- `cell_fmt` : string (default: '.2f')\n",
      "\n",
      "    Format specification for cell values.\n",
      "\n",
      "\n",
      "- `cell_font_size` : int (default: None)\n",
      "\n",
      "    Font size for cell values\n",
      "\n",
      "**Returns**\n",
      "\n",
      "- `fig, ax` : matplotlib.pyplot subplot objects\n",
      "\n",
      "    Figure and axis elements of the subplot.\n",
      "\n",
      "**Examples**\n",
      "\n",
      "For usage examples, please see\n",
      "    [http://rasbt.github.io/mlxtend/user_guide/plotting/heatmap/](http://rasbt.github.io/mlxtend/user_guide/plotting/heatmap/)\n",
      "\n",
      "\n"
     ]
    }
   ],
   "source": [
    "with open('../../api_modules/mlxtend.plotting/heatmap.md', 'r') as f:\n",
    "    s = f.read() \n",
    "print(s)"
   ]
  }
 ],
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  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
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  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
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   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.1"
  },
  "toc": {
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
  }
 },
 "nbformat": 4,
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